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A Coastal Zone Segmentation Variational Model and Its Accelerated ADMM Method

作者:HUANG; Baoxiang; CHEN; Ge; ZHANG; Xiao...coastalzonesegmentationvariationalpottsmodelalternatingdirectionmethodwithmultipliersedge

摘要:Effective and efficient SAR image segmentation has a significant role in coastal zone interpretation. In this paper, a coastal zone segmentation model is proposed based on Potts model. By introducing edge self-adaption parameter and modifying noisy data term, the proposed variational model provides a good solution for the coastal zone SAR image with common characteristics of inherent speckle noise and complicated geometrical details. However, the proposed model is difficult to solve due to to its nonlinear, non-convex and non-smooth characteristics. Followed by curve evolution theory and operator splitting method, the minimization problem is reformulated as a constrained minimization problem. A fast alternating minimization iterative scheme is designed to implement coastal zone segmentation. Finally, various two-stage and multiphase experimental results illustrate the advantage of the proposed segmentation model, and indicate the high computation efficiency of designed numerical approximation algorithm.

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中国海洋大学学报·自然科学版

《中国海洋大学学报·自然科学版》(CN:37-1414/P)是一本有较高学术价值的大型月刊,自创刊以来,选题新奇而不失报道广度,服务大众而不失理论高度。颇受业界和广大读者的关注和好评。 《中国海洋大学学报·自然科学版》主要刊登理、工、农(水产)、医(药)等涉海相关领域中具有原创性的科技论文。坚持为理论研究、高技术开发、成果转化等专家学者、科技工作者服务,以理论研究和知识创新为主导,兼顾应用于开发等国内、国际的最新研究成果。

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